Faculty Organizers Shuheng Zhou Kerby Shedden
Webmaster: Seyoung Park (pseyoung@umich.edu)
Schedule
| Week | Date | Topic | Papers | Presenter |
| 3 | Sept 21 | Introduction | ||
| 4 | Sept 28 | Review of the high dimensional Gaussian graphical model and linear regression | [MB(2006)] [GR(2004)] | Shuheng Zhou |
| 7 | Oct 5 | Regularized Matrix Regression | [HL(2012)] | Yanzhen Deng |
| 8 | Oct 12 | High-dimensional sparse MANOVA, high-dimensional mean comparison | [SJP(2014)] [TY(2014)] | Michael Hornstein |
| 9 | Oct 19 | Joint Estimation of Multiple Graphical Models from High Dimensional Time Series | [HFHB(2014)] | Seyoung Park |
| 10 | Oct 26 | Robust Kronecker Product PCA for Spatio-Temporal Covariance Estimation | [KA(2015)] [TA(2013)] | Kristjan Greenewald |
| 11 | Nov 2 | Parsimonious Tensor Response Regression | [LX(2015)] [DF(2010)] | Roger Fan |
| 12 | Nov 9 | Cross-Covariate Functions for Multivariate Geostatistics | [MW(2015)] | Joey Dickens, Robyn Ferg |
| 13 | Nov 16 | TBD | Take a break! | TBD |
| 14 | Nov 23 | High-dimensional Multivariate Time Series With Local Dependence /td> | [MSK(2015)] | Yura Kim |
| 15 | Nov 30 | A two-sample test for high-dimensional data with applications to gene-set testing | [SY(2010)] | Yuqi Gu |
| 16 | Dec 7 | TBD | TBD |
References
| [MB(2006)] High-dimensional graphs and variable selection with Lasso |
| [GR(2004)] Persistence in high-dimensional linear predictor selection and the virtue of overparametrization |
| [HL(2012)] Regularized Matrix Regression |
| [SJP(2014)] Two-Sample Tests for High Dimensional Means with Thresholding and Data Transformation |
| [TY(2014)] High-dimensional sparse MANOVA |
| [HFHB(2014)] Joint Estimation of Multiple Graphical Models from High Dimensional Time Series |
| [MW(2015)] Cross-Covariance Functions for Multivariate Geostatistics1 |
| [KA(2015)] Robust Kronecker Product PCA for Spatio-Temporal Covariance Estimation |
| [TA(2013)] Covariance Estimation in High Dimensions via Kronecker Product Expansions |
| [LX(2015)] Parsimonious Tensor Response Regression |
| [DF(2010)] ENVELOPE MODELS FOR PARSIMONIOUS AND EFFICIENT MULTIVARIATE LINEAR REGRESSION |
| [SY(2010)] A two-sample test for high-dimensional data with applications to gene-set testing |
| [MSK(2015)] A two-sample test for high-dimensional data with applications to gene-set testing |